Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 1627 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 369.6 KiB |
| Average record size in memory | 232.6 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 7 |
Attrition_Flag has constant value "" | Constant |
Attrition_Num has constant value "" | Constant |
Card_Category is highly imbalanced (79.2%) | Imbalance |
CLIENTNUM has unique values | Unique |
Dependent_count has 135 (8.3%) zeros | Zeros |
Total_Revolving_Bal has 893 (54.9%) zeros | Zeros |
Avg_Utilization_Ratio has 893 (54.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-27 12:22:04.332426 |
|---|---|
| Analysis finished | 2023-12-27 12:22:15.216635 |
| Duration | 10.88 seconds |
| Software version | ydata-profiling vv4.6.3 |
| Download configuration | config.json |
CLIENTNUM
Real number (ℝ)
UNIQUE 
| Distinct | 1627 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3526138 × 108 |
| Minimum | 7.0808328 × 108 |
|---|---|
| Maximum | 8.2829493 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 7.0808328 × 108 |
|---|---|
| 5-th percentile | 7.0886011 × 108 |
| Q1 | 7.1237126 × 108 |
| median | 7.1656443 × 108 |
| Q3 | 7.6837368 × 108 |
| 95-th percentile | 8.1244094 × 108 |
| Maximum | 8.2829493 × 108 |
| Range | 1.2021165 × 108 |
| Interquartile range (IQR) | 56002425 |
Descriptive statistics
| Standard deviation | 35577253 |
|---|---|
| Coefficient of variation (CV) | 0.048387219 |
| Kurtosis | -0.0057610876 |
| Mean | 7.3526138 × 108 |
| Median Absolute Deviation (MAD) | 4737450 |
| Skewness | 1.2552264 |
| Sum | 1.1962703 × 1012 |
| Variance | 1.265741 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 708508758 | 1 | 0.1% |
| 713597658 | 1 | 0.1% |
| 714164808 | 1 | 0.1% |
| 712593933 | 1 | 0.1% |
| 712795833 | 1 | 0.1% |
| 716099958 | 1 | 0.1% |
| 714408933 | 1 | 0.1% |
| 711605208 | 1 | 0.1% |
| 719740008 | 1 | 0.1% |
| 708519108 | 1 | 0.1% |
| Other values (1617) | 1617 |
| Value | Count | Frequency (%) |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708108333 | 1 | |
| 708117933 | 1 | |
| 708121908 | 1 | |
| 708139833 | 1 | |
| 708152358 | 1 | |
| 708154833 | 1 | |
| 708158133 | 1 | |
| 708170508 | 1 |
| Value | Count | Frequency (%) |
| 828294933 | 1 | |
| 828291858 | 1 | |
| 828215508 | 1 | |
| 827984658 | 1 | |
| 827964858 | 1 | |
| 827898033 | 1 | |
| 827476983 | 1 | |
| 827451333 | 1 | |
| 827440458 | 1 | |
| 827117808 | 1 |
Attrition_Flag
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.0 KiB |
| Attrited Customer |
|---|
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Characters and Unicode
| Total characters | 27659 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attrited Customer |
|---|---|
| 2nd row | Attrited Customer |
| 3rd row | Attrited Customer |
| 4th row | Attrited Customer |
| 5th row | Attrited Customer |
Common Values
| Value | Count | Frequency (%) |
| Attrited Customer | 1627 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| attrited | 1627 | |
| customer | 1627 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 6508 | |
| r | 3254 | |
| e | 3254 | |
| A | 1627 | 5.9% |
| i | 1627 | 5.9% |
| d | 1627 | 5.9% |
| 1627 | 5.9% | |
| C | 1627 | 5.9% |
| u | 1627 | 5.9% |
| s | 1627 | 5.9% |
| Other values (2) | 3254 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 22778 | |
| Uppercase Letter | 3254 | 11.8% |
| Space Separator | 1627 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 6508 | |
| r | 3254 | |
| e | 3254 | |
| i | 1627 | 7.1% |
| d | 1627 | 7.1% |
| u | 1627 | 7.1% |
| s | 1627 | 7.1% |
| o | 1627 | 7.1% |
| m | 1627 | 7.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1627 | |
| C | 1627 |
Space Separator
| Value | Count | Frequency (%) |
| 1627 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 26032 | |
| Common | 1627 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 6508 | |
| r | 3254 | |
| e | 3254 | |
| A | 1627 | 6.2% |
| i | 1627 | 6.2% |
| d | 1627 | 6.2% |
| C | 1627 | 6.2% |
| u | 1627 | 6.2% |
| s | 1627 | 6.2% |
| o | 1627 | 6.2% |
Common
| Value | Count | Frequency (%) |
| 1627 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27659 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 6508 | |
| r | 3254 | |
| e | 3254 | |
| A | 1627 | 5.9% |
| i | 1627 | 5.9% |
| d | 1627 | 5.9% |
| 1627 | 5.9% | |
| C | 1627 | 5.9% |
| u | 1627 | 5.9% |
| s | 1627 | 5.9% |
| Other values (2) | 3254 |
Customer_Age
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.659496 |
| Minimum | 26 |
|---|---|
| Maximum | 68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 33.3 |
| Q1 | 41 |
| median | 47 |
| Q3 | 52 |
| 95-th percentile | 59 |
| Maximum | 68 |
| Range | 42 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.6656516 |
|---|---|
| Coefficient of variation (CV) | 0.16428921 |
| Kurtosis | -0.31267719 |
| Mean | 46.659496 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.039750792 |
| Sum | 75915 |
| Variance | 58.762215 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48 | 85 | 5.2% |
| 43 | 85 | 5.2% |
| 44 | 84 | 5.2% |
| 46 | 82 | 5.0% |
| 45 | 79 | 4.9% |
| 49 | 79 | 4.9% |
| 41 | 76 | 4.7% |
| 47 | 76 | 4.7% |
| 50 | 71 | 4.4% |
| 54 | 69 | 4.2% |
| Other values (32) | 841 |
| Value | Count | Frequency (%) |
| 26 | 6 | 0.4% |
| 27 | 3 | 0.2% |
| 28 | 1 | 0.1% |
| 29 | 7 | 0.4% |
| 30 | 15 | |
| 31 | 13 | |
| 32 | 17 | |
| 33 | 20 | |
| 34 | 19 | |
| 35 | 21 |
| Value | Count | Frequency (%) |
| 68 | 1 | 0.1% |
| 66 | 1 | 0.1% |
| 65 | 9 | 0.6% |
| 64 | 5 | 0.3% |
| 63 | 8 | 0.5% |
| 62 | 17 | |
| 61 | 17 | |
| 60 | 13 | 0.8% |
| 59 | 40 | |
| 58 | 24 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.0 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1627 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 930 | |
| M | 697 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 930 | |
| m | 697 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 930 | |
| M | 697 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1627 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 930 | |
| M | 697 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1627 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 930 | |
| M | 697 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1627 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 930 | |
| M | 697 |
Dependent_count
Real number (ℝ)
ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4025814 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 135 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2750103 |
|---|---|
| Coefficient of variation (CV) | 0.53068351 |
| Kurtosis | -0.61894433 |
| Mean | 2.4025814 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.10623519 |
| Sum | 3909 |
| Variance | 1.6256514 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 482 | |
| 2 | 417 | |
| 1 | 269 | |
| 4 | 260 | |
| 0 | 135 | 8.3% |
| 5 | 64 | 3.9% |
| Value | Count | Frequency (%) |
| 0 | 135 | 8.3% |
| 1 | 269 | |
| 2 | 417 | |
| 3 | 482 | |
| 4 | 260 | |
| 5 | 64 | 3.9% |
| Value | Count | Frequency (%) |
| 5 | 64 | 3.9% |
| 4 | 260 | |
| 3 | 482 | |
| 2 | 417 | |
| 1 | 269 | |
| 0 | 135 | 8.3% |
Education_Level
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.0 KiB |
| Graduate | |
|---|---|
| High School | |
| Unknown | |
| Uneducated | |
| College | |
| Other values (2) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 8.9446835 |
| Min length | 7 |
Characters and Unicode
| Total characters | 14553 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduate |
|---|---|
| 2nd row | Doctorate |
| 3rd row | Graduate |
| 4th row | Graduate |
| 5th row | Graduate |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 487 | |
| High School | 306 | |
| Unknown | 256 | |
| Uneducated | 237 | |
| College | 154 | 9.5% |
| Doctorate | 95 | 5.8% |
| Post-Graduate | 92 | 5.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 487 | |
| high | 306 | |
| school | 306 | |
| unknown | 256 | |
| uneducated | 237 | |
| college | 154 | 8.0% |
| doctorate | 95 | 4.9% |
| post-graduate | 92 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1490 | 10.2% |
| e | 1456 | 10.0% |
| o | 1304 | 9.0% |
| t | 1098 | 7.5% |
| d | 1053 | 7.2% |
| n | 1005 | 6.9% |
| u | 816 | 5.6% |
| r | 674 | 4.6% |
| c | 638 | 4.4% |
| l | 614 | 4.2% |
| Other values (15) | 4405 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12130 | |
| Uppercase Letter | 2025 | 13.9% |
| Space Separator | 306 | 2.1% |
| Dash Punctuation | 92 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1490 | |
| e | 1456 | |
| o | 1304 | |
| t | 1098 | |
| d | 1053 | |
| n | 1005 | |
| u | 816 | |
| r | 674 | 5.6% |
| c | 638 | 5.3% |
| l | 614 | 5.1% |
| Other values (6) | 1982 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 579 | |
| U | 493 | |
| S | 306 | |
| H | 306 | |
| C | 154 | 7.6% |
| D | 95 | 4.7% |
| P | 92 | 4.5% |
Space Separator
| Value | Count | Frequency (%) |
| 306 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 92 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 14155 | |
| Common | 398 | 2.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1490 | 10.5% |
| e | 1456 | 10.3% |
| o | 1304 | 9.2% |
| t | 1098 | 7.8% |
| d | 1053 | 7.4% |
| n | 1005 | 7.1% |
| u | 816 | 5.8% |
| r | 674 | 4.8% |
| c | 638 | 4.5% |
| l | 614 | 4.3% |
| Other values (13) | 4007 |
Common
| Value | Count | Frequency (%) |
| 306 | ||
| - | 92 | 23.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14553 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1490 | 10.2% |
| e | 1456 | 10.0% |
| o | 1304 | 9.0% |
| t | 1098 | 7.5% |
| d | 1053 | 7.2% |
| n | 1005 | 6.9% |
| u | 816 | 5.6% |
| r | 674 | 4.6% |
| c | 638 | 4.4% |
| l | 614 | 4.2% |
| Other values (15) | 4405 |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.0 KiB |
| Married | |
|---|---|
| Single | |
| Unknown | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.6637984 |
| Min length | 6 |
Characters and Unicode
| Total characters | 10842 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Married |
| 4th row | Married |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 709 | |
| Single | 668 | |
| Unknown | 129 | 7.9% |
| Divorced | 121 | 7.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 709 | |
| single | 668 | |
| unknown | 129 | 7.9% |
| divorced | 121 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1539 | |
| i | 1498 | |
| e | 1498 | |
| n | 1055 | |
| d | 830 | |
| M | 709 | |
| a | 709 | |
| l | 668 | |
| g | 668 | |
| S | 668 | |
| Other values (7) | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9215 | |
| Uppercase Letter | 1627 | 15.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1539 | |
| i | 1498 | |
| e | 1498 | |
| n | 1055 | |
| d | 830 | |
| a | 709 | |
| l | 668 | |
| g | 668 | |
| o | 250 | 2.7% |
| k | 129 | 1.4% |
| Other values (3) | 371 | 4.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 709 | |
| S | 668 | |
| U | 129 | 7.9% |
| D | 121 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10842 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1539 | |
| i | 1498 | |
| e | 1498 | |
| n | 1055 | |
| d | 830 | |
| M | 709 | |
| a | 709 | |
| l | 668 | |
| g | 668 | |
| S | 668 | |
| Other values (7) | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10842 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1539 | |
| i | 1498 | |
| e | 1498 | |
| n | 1055 | |
| d | 830 | |
| M | 709 | |
| a | 709 | |
| l | 668 | |
| g | 668 | |
| S | 668 | |
| Other values (7) | 1000 |
Income_Category
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.0 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| Unknown |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.507683 |
| Min length | 7 |
Characters and Unicode
| Total characters | 18723 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Less than $40K |
|---|---|
| 2nd row | Unknown |
| 3rd row | Less than $40K |
| 4th row | $120K + |
| 5th row | $60K - $80K |
Common Values
| Value | Count | Frequency (%) |
| Less than $40K | 612 | |
| $40K - $60K | 271 | |
| $80K - $120K | 242 | 14.9% |
| $60K - $80K | 189 | 11.6% |
| Unknown | 187 | 11.5% |
| $120K + | 126 | 7.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 40k | 883 | |
| 828 | ||
| less | 612 | |
| than | 612 | |
| 60k | 460 | |
| 80k | 431 | |
| 120k | 368 | |
| unknown | 187 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2754 | ||
| K | 2142 | |
| 0 | 2142 | |
| $ | 2142 | |
| s | 1224 | 6.5% |
| n | 1173 | 6.3% |
| 4 | 883 | 4.7% |
| - | 702 | 3.7% |
| e | 612 | 3.3% |
| L | 612 | 3.3% |
| Other values (12) | 4337 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5406 | |
| Decimal Number | 4652 | |
| Uppercase Letter | 2941 | |
| Space Separator | 2754 | |
| Currency Symbol | 2142 | 11.4% |
| Dash Punctuation | 702 | 3.7% |
| Math Symbol | 126 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 1224 | |
| n | 1173 | |
| e | 612 | |
| a | 612 | |
| h | 612 | |
| t | 612 | |
| k | 187 | 3.5% |
| o | 187 | 3.5% |
| w | 187 | 3.5% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2142 | |
| 4 | 883 | |
| 6 | 460 | 9.9% |
| 8 | 431 | 9.3% |
| 1 | 368 | 7.9% |
| 2 | 368 | 7.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 2142 | |
| L | 612 | 20.8% |
| U | 187 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 2754 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 2142 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 702 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 126 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10376 | |
| Latin | 8347 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| K | 2142 | |
| s | 1224 | |
| n | 1173 | |
| e | 612 | 7.3% |
| L | 612 | 7.3% |
| a | 612 | 7.3% |
| h | 612 | 7.3% |
| t | 612 | 7.3% |
| U | 187 | 2.2% |
| k | 187 | 2.2% |
| Other values (2) | 374 | 4.5% |
Common
| Value | Count | Frequency (%) |
| 2754 | ||
| 0 | 2142 | |
| $ | 2142 | |
| 4 | 883 | 8.5% |
| - | 702 | 6.8% |
| 6 | 460 | 4.4% |
| 8 | 431 | 4.2% |
| 1 | 368 | 3.5% |
| 2 | 368 | 3.5% |
| + | 126 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18723 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2754 | ||
| K | 2142 | |
| 0 | 2142 | |
| $ | 2142 | |
| s | 1224 | 6.5% |
| n | 1173 | 6.3% |
| 4 | 883 | 4.7% |
| - | 702 | 3.7% |
| e | 612 | 3.3% |
| L | 612 | 3.3% |
| Other values (12) | 4337 |
Card_Category
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.0 KiB |
| Blue | |
|---|---|
| Silver | 82 |
| Gold | 21 |
| Platinum | 5 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.1130916 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6692 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Blue |
| 4th row | Blue |
| 5th row | Silver |
Common Values
| Value | Count | Frequency (%) |
| Blue | 1519 | |
| Silver | 82 | 5.0% |
| Gold | 21 | 1.3% |
| Platinum | 5 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 1519 | |
| silver | 82 | 5.0% |
| gold | 21 | 1.3% |
| platinum | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 1627 | |
| e | 1601 | |
| u | 1524 | |
| B | 1519 | |
| i | 87 | 1.3% |
| S | 82 | 1.2% |
| v | 82 | 1.2% |
| r | 82 | 1.2% |
| G | 21 | 0.3% |
| o | 21 | 0.3% |
| Other values (6) | 46 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5065 | |
| Uppercase Letter | 1627 | 24.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 1627 | |
| e | 1601 | |
| u | 1524 | |
| i | 87 | 1.7% |
| v | 82 | 1.6% |
| r | 82 | 1.6% |
| o | 21 | 0.4% |
| d | 21 | 0.4% |
| a | 5 | 0.1% |
| t | 5 | 0.1% |
| Other values (2) | 10 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1519 | |
| S | 82 | 5.0% |
| G | 21 | 1.3% |
| P | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6692 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 1627 | |
| e | 1601 | |
| u | 1524 | |
| B | 1519 | |
| i | 87 | 1.3% |
| S | 82 | 1.2% |
| v | 82 | 1.2% |
| r | 82 | 1.2% |
| G | 21 | 0.3% |
| o | 21 | 0.3% |
| Other values (6) | 46 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6692 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 1627 | |
| e | 1601 | |
| u | 1524 | |
| B | 1519 | |
| i | 87 | 1.3% |
| S | 82 | 1.2% |
| v | 82 | 1.2% |
| r | 82 | 1.2% |
| G | 21 | 0.3% |
| o | 21 | 0.3% |
| Other values (6) | 46 | 0.7% |
Months_on_book
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.178242 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 32 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.7965485 |
|---|---|
| Coefficient of variation (CV) | 0.2155038 |
| Kurtosis | 0.44871053 |
| Mean | 36.178242 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.11867294 |
| Sum | 58862 |
| Variance | 60.786168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 430 | |
| 39 | 64 | 3.9% |
| 37 | 62 | 3.8% |
| 30 | 58 | 3.6% |
| 34 | 57 | 3.5% |
| 38 | 57 | 3.5% |
| 41 | 51 | 3.1% |
| 33 | 48 | 3.0% |
| 40 | 45 | 2.8% |
| 35 | 45 | 2.8% |
| Other values (34) | 710 |
| Value | Count | Frequency (%) |
| 13 | 7 | 0.4% |
| 14 | 1 | 0.1% |
| 15 | 9 | |
| 16 | 3 | 0.2% |
| 17 | 4 | 0.2% |
| 18 | 13 | |
| 19 | 6 | 0.4% |
| 20 | 13 | |
| 21 | 10 | |
| 22 | 20 |
| Value | Count | Frequency (%) |
| 56 | 17 | |
| 55 | 4 | 0.2% |
| 54 | 6 | 0.4% |
| 53 | 7 | 0.4% |
| 52 | 12 | |
| 51 | 16 | |
| 50 | 25 | |
| 49 | 24 | |
| 48 | 27 | |
| 47 | 24 |
Total_Relationship_Count
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2796558 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.5777817 |
|---|---|
| Coefficient of variation (CV) | 0.4810815 |
| Kurtosis | -1.0128313 |
| Mean | 3.2796558 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.26517933 |
| Sum | 5336 |
| Variance | 2.4893952 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 400 | |
| 2 | 346 | |
| 1 | 233 | |
| 5 | 227 | |
| 4 | 225 | |
| 6 | 196 |
| Value | Count | Frequency (%) |
| 1 | 233 | |
| 2 | 346 | |
| 3 | 400 | |
| 4 | 225 | |
| 5 | 227 | |
| 6 | 196 |
| Value | Count | Frequency (%) |
| 6 | 196 | |
| 5 | 227 | |
| 4 | 225 | |
| 3 | 400 | |
| 2 | 346 | |
| 1 | 233 |
Months_Inactive_12_mon
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6933006 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 15 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.89962305 |
|---|---|
| Coefficient of variation (CV) | 0.33402252 |
| Kurtosis | 1.9816551 |
| Mean | 2.6933006 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.37782838 |
| Sum | 4382 |
| Variance | 0.80932163 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 826 | |
| 2 | 505 | |
| 4 | 130 | 8.0% |
| 1 | 100 | 6.1% |
| 5 | 32 | 2.0% |
| 6 | 19 | 1.2% |
| 0 | 15 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.9% |
| 1 | 100 | 6.1% |
| 2 | 505 | |
| 3 | 826 | |
| 4 | 130 | 8.0% |
| 5 | 32 | 2.0% |
| 6 | 19 | 1.2% |
| Value | Count | Frequency (%) |
| 6 | 19 | 1.2% |
| 5 | 32 | 2.0% |
| 4 | 130 | 8.0% |
| 3 | 826 | |
| 2 | 505 | |
| 1 | 100 | 6.1% |
| 0 | 15 | 0.9% |
Contacts_Count_12_mon
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9723417 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 7 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.0905372 |
|---|---|
| Coefficient of variation (CV) | 0.36689497 |
| Kurtosis | 0.67237201 |
| Mean | 2.9723417 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.45079735 |
| Sum | 4836 |
| Variance | 1.1892715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 681 | |
| 2 | 403 | |
| 4 | 315 | |
| 1 | 108 | 6.6% |
| 5 | 59 | 3.6% |
| 6 | 54 | 3.3% |
| 0 | 7 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.4% |
| 1 | 108 | 6.6% |
| 2 | 403 | |
| 3 | 681 | |
| 4 | 315 | |
| 5 | 59 | 3.6% |
| 6 | 54 | 3.3% |
| Value | Count | Frequency (%) |
| 6 | 54 | 3.3% |
| 5 | 59 | 3.6% |
| 4 | 315 | |
| 3 | 681 | |
| 2 | 403 | |
| 1 | 108 | 6.6% |
| 0 | 7 | 0.4% |
Credit_Limit
Real number (ℝ)
| Distinct | 1306 |
|---|---|
| Distinct (%) | 80.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8136.0395 |
| Minimum | 1438.3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1438.3 |
| Q1 | 2114 |
| median | 4178 |
| Q3 | 9933.5 |
| 95-th percentile | 34516 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 7819.5 |
Descriptive statistics
| Standard deviation | 9095.3341 |
|---|---|
| Coefficient of variation (CV) | 1.1179068 |
| Kurtosis | 2.2943412 |
| Mean | 8136.0395 |
| Median Absolute Deviation (MAD) | 2513 |
| Skewness | 1.8044276 |
| Sum | 13237336 |
| Variance | 82725102 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1438.3 | 124 | 7.6% |
| 34516 | 89 | 5.5% |
| 9959 | 5 | 0.3% |
| 7970 | 3 | 0.2% |
| 1606 | 3 | 0.2% |
| 15987 | 3 | 0.2% |
| 23981 | 3 | 0.2% |
| 1666 | 3 | 0.2% |
| 1931 | 3 | 0.2% |
| 1695 | 3 | 0.2% |
| Other values (1296) | 1388 |
| Value | Count | Frequency (%) |
| 1438.3 | 124 | |
| 1439 | 1 | 0.1% |
| 1440 | 1 | 0.1% |
| 1442 | 1 | 0.1% |
| 1443 | 1 | 0.1% |
| 1451 | 1 | 0.1% |
| 1452 | 1 | 0.1% |
| 1456 | 1 | 0.1% |
| 1457 | 2 | 0.1% |
| 1460 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 34516 | 89 | |
| 34162 | 1 | 0.1% |
| 34140 | 1 | 0.1% |
| 33870 | 1 | 0.1% |
| 33384 | 1 | 0.1% |
| 33180 | 1 | 0.1% |
| 33004 | 1 | 0.1% |
| 32975 | 1 | 0.1% |
| 32938 | 1 | 0.1% |
| 32838 | 1 | 0.1% |
Total_Revolving_Bal
Real number (ℝ)
ZEROS 
| Distinct | 514 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 672.82299 |
| Minimum | 0 |
|---|---|
| Maximum | 2517 |
| Zeros | 893 |
| Zeros (%) | 54.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1303.5 |
| 95-th percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| Interquartile range (IQR) | 1303.5 |
Descriptive statistics
| Standard deviation | 921.38558 |
|---|---|
| Coefficient of variation (CV) | 1.3694324 |
| Kurtosis | -0.53447407 |
| Mean | 672.82299 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0240548 |
| Sum | 1094683 |
| Variance | 848951.39 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 893 | |
| 2517 | 158 | 9.7% |
| 710 | 3 | 0.2% |
| 458 | 3 | 0.2% |
| 1381 | 3 | 0.2% |
| 321 | 3 | 0.2% |
| 1474 | 2 | 0.1% |
| 230 | 2 | 0.1% |
| 531 | 2 | 0.1% |
| 725 | 2 | 0.1% |
| Other values (504) | 556 |
| Value | Count | Frequency (%) |
| 0 | 893 | |
| 132 | 1 | 0.1% |
| 134 | 1 | 0.1% |
| 145 | 1 | 0.1% |
| 154 | 1 | 0.1% |
| 157 | 1 | 0.1% |
| 159 | 2 | 0.1% |
| 168 | 2 | 0.1% |
| 170 | 1 | 0.1% |
| 186 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2517 | 158 | |
| 2514 | 1 | 0.1% |
| 2513 | 1 | 0.1% |
| 2507 | 1 | 0.1% |
| 2505 | 1 | 0.1% |
| 2498 | 1 | 0.1% |
| 2488 | 1 | 0.1% |
| 2480 | 1 | 0.1% |
| 2477 | 1 | 0.1% |
| 2466 | 1 | 0.1% |
Avg_Open_To_Buy
Real number (ℝ)
| Distinct | 1392 |
|---|---|
| Distinct (%) | 85.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7463.2165 |
| Minimum | 3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 442 |
| Q1 | 1587 |
| median | 3488 |
| Q3 | 9257.5 |
| 95-th percentile | 32287.7 |
| Maximum | 34516 |
| Range | 34513 |
| Interquartile range (IQR) | 7670.5 |
Descriptive statistics
| Standard deviation | 9109.2081 |
|---|---|
| Coefficient of variation (CV) | 1.2205472 |
| Kurtosis | 2.2807365 |
| Mean | 7463.2165 |
| Median Absolute Deviation (MAD) | 2286 |
| Skewness | 1.7994396 |
| Sum | 12142653 |
| Variance | 82977673 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1438.3 | 96 | 5.9% |
| 34516 | 39 | 2.4% |
| 31999 | 10 | 0.6% |
| 1818 | 3 | 0.2% |
| 1695 | 3 | 0.2% |
| 9959 | 3 | 0.2% |
| 1568 | 3 | 0.2% |
| 2089 | 3 | 0.2% |
| 32669 | 2 | 0.1% |
| 3919 | 2 | 0.1% |
| Other values (1382) | 1463 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 2 | |
| 24 | 1 | |
| 28 | 1 | |
| 36 | 1 | |
| 48 | 1 | |
| 58 | 1 | |
| 59 | 1 | |
| 79 | 1 |
| Value | Count | Frequency (%) |
| 34516 | 39 | |
| 34362 | 1 | 0.1% |
| 34302 | 1 | 0.1% |
| 34300 | 1 | 0.1% |
| 34297 | 1 | 0.1% |
| 34286 | 1 | 0.1% |
| 34238 | 1 | 0.1% |
| 34227 | 1 | 0.1% |
| 34140 | 1 | 0.1% |
| 34119 | 1 | 0.1% |
Total_Amt_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 690 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.69427658 |
| Minimum | 0 |
|---|---|
| Maximum | 1.492 |
| Zeros | 5 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3483 |
| Q1 | 0.5445 |
| median | 0.701 |
| Q3 | 0.856 |
| 95-th percentile | 1.032 |
| Maximum | 1.492 |
| Range | 1.492 |
| Interquartile range (IQR) | 0.3115 |
Descriptive statistics
| Standard deviation | 0.21492433 |
|---|---|
| Coefficient of variation (CV) | 0.30956586 |
| Kurtosis | -0.092213414 |
| Mean | 0.69427658 |
| Median Absolute Deviation (MAD) | 0.156 |
| Skewness | -0.21521738 |
| Sum | 1129.588 |
| Variance | 0.046192466 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.602 | 8 | 0.5% |
| 0.735 | 7 | 0.4% |
| 0.717 | 7 | 0.4% |
| 0.654 | 7 | 0.4% |
| 0.703 | 7 | 0.4% |
| 0.713 | 7 | 0.4% |
| 0.544 | 6 | 0.4% |
| 0.69 | 6 | 0.4% |
| 0.89 | 6 | 0.4% |
| 0.639 | 6 | 0.4% |
| Other values (680) | 1560 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.01 | 1 | 0.1% |
| 0.018 | 1 | 0.1% |
| 0.046 | 1 | 0.1% |
| 0.061 | 2 | 0.1% |
| 0.072 | 1 | 0.1% |
| 0.101 | 1 | 0.1% |
| 0.12 | 1 | 0.1% |
| 0.153 | 1 | 0.1% |
| 0.163 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1.492 | 1 | |
| 1.411 | 1 | |
| 1.336 | 1 | |
| 1.23 | 1 | |
| 1.214 | 1 | |
| 1.203 | 1 | |
| 1.166 | 1 | |
| 1.144 | 1 | |
| 1.129 | 1 | |
| 1.087 | 1 |
Total_Trans_Amt
Real number (ℝ)
| Distinct | 1266 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3095.0258 |
| Minimum | 510 |
|---|---|
| Maximum | 10583 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 837 |
| Q1 | 1903.5 |
| median | 2329 |
| Q3 | 2772 |
| 95-th percentile | 8659.7 |
| Maximum | 10583 |
| Range | 10073 |
| Interquartile range (IQR) | 868.5 |
Descriptive statistics
| Standard deviation | 2308.2276 |
|---|---|
| Coefficient of variation (CV) | 0.74578623 |
| Kurtosis | 1.6539713 |
| Mean | 3095.0258 |
| Median Absolute Deviation (MAD) | 431 |
| Skewness | 1.6853362 |
| Sum | 5035607 |
| Variance | 5327914.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2216 | 5 | 0.3% |
| 2108 | 5 | 0.3% |
| 2312 | 5 | 0.3% |
| 2400 | 4 | 0.2% |
| 2527 | 4 | 0.2% |
| 2264 | 4 | 0.2% |
| 2281 | 4 | 0.2% |
| 2164 | 4 | 0.2% |
| 2306 | 4 | 0.2% |
| 2196 | 4 | 0.2% |
| Other values (1256) | 1584 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 530 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 602 | 1 | |
| 615 | 1 | |
| 643 | 1 |
| Value | Count | Frequency (%) |
| 10583 | 1 | |
| 10468 | 1 | |
| 10310 | 1 | |
| 10294 | 1 | |
| 10291 | 1 | |
| 10219 | 1 | |
| 10211 | 1 | |
| 10201 | 1 | |
| 10170 | 1 | |
| 10156 | 1 |
Total_Trans_Ct
Real number (ℝ)
| Distinct | 82 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.93362 |
| Minimum | 10 |
|---|---|
| Maximum | 94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 37 |
| median | 43 |
| Q3 | 51 |
| 95-th percentile | 74 |
| Maximum | 94 |
| Range | 84 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 14.568429 |
|---|---|
| Coefficient of variation (CV) | 0.32422114 |
| Kurtosis | 0.57080521 |
| Mean | 44.93362 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.4859448 |
| Sum | 73107 |
| Variance | 212.23913 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43 | 85 | 5.2% |
| 42 | 75 | 4.6% |
| 44 | 69 | 4.2% |
| 40 | 69 | 4.2% |
| 41 | 67 | 4.1% |
| 45 | 61 | 3.7% |
| 39 | 58 | 3.6% |
| 38 | 56 | 3.4% |
| 46 | 54 | 3.3% |
| 47 | 48 | 3.0% |
| Other values (72) | 985 |
| Value | Count | Frequency (%) |
| 10 | 4 | 0.2% |
| 11 | 1 | 0.1% |
| 12 | 4 | 0.2% |
| 13 | 3 | 0.2% |
| 14 | 8 | |
| 15 | 12 | |
| 16 | 8 | |
| 17 | 10 | |
| 18 | 15 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 94 | 1 | 0.1% |
| 91 | 1 | 0.1% |
| 90 | 3 | |
| 89 | 2 | 0.1% |
| 87 | 5 | |
| 86 | 1 | 0.1% |
| 85 | 4 | |
| 84 | 4 | |
| 83 | 1 | 0.1% |
| 82 | 4 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 428 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55438599 |
| Minimum | 0 |
|---|---|
| Maximum | 2.5 |
| Zeros | 7 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.233 |
| Q1 | 0.4 |
| median | 0.531 |
| Q3 | 0.692 |
| 95-th percentile | 0.9318 |
| Maximum | 2.5 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.292 |
Descriptive statistics
| Standard deviation | 0.22685372 |
|---|---|
| Coefficient of variation (CV) | 0.40919815 |
| Kurtosis | 5.3069084 |
| Mean | 0.55438599 |
| Median Absolute Deviation (MAD) | 0.138 |
| Skewness | 1.0503559 |
| Sum | 901.986 |
| Variance | 0.05146261 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 58 | 3.6% |
| 0.6 | 25 | 1.5% |
| 0.4 | 25 | 1.5% |
| 0.429 | 21 | 1.3% |
| 0.75 | 19 | 1.2% |
| 0.333 | 18 | 1.1% |
| 1 | 17 | 1.0% |
| 0.667 | 16 | 1.0% |
| 0.375 | 14 | 0.9% |
| 0.467 | 14 | 0.9% |
| Other values (418) | 1400 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 0.029 | 1 | 0.1% |
| 0.038 | 1 | 0.1% |
| 0.053 | 1 | 0.1% |
| 0.059 | 2 | 0.1% |
| 0.074 | 1 | 0.1% |
| 0.077 | 3 | |
| 0.091 | 3 | |
| 0.097 | 1 | 0.1% |
| 0.103 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2.5 | 1 | |
| 2.222 | 1 | |
| 1.684 | 1 | |
| 1.5 | 1 | |
| 1.444 | 1 | |
| 1.294 | 1 | |
| 1.273 | 1 | |
| 1.25 | 2 | |
| 1.217 | 1 | |
| 1.211 | 1 |
Avg_Utilization_Ratio
Real number (ℝ)
ZEROS 
| Distinct | 490 |
|---|---|
| Distinct (%) | 30.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.16247511 |
| Minimum | 0 |
|---|---|
| Maximum | 0.999 |
| Zeros | 893 |
| Zeros (%) | 54.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.231 |
| 95-th percentile | 0.8154 |
| Maximum | 0.999 |
| Range | 0.999 |
| Interquartile range (IQR) | 0.231 |
Descriptive statistics
| Standard deviation | 0.26445762 |
|---|---|
| Coefficient of variation (CV) | 1.6276809 |
| Kurtosis | 1.4231341 |
| Mean | 0.16247511 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.6301497 |
| Sum | 264.347 |
| Variance | 0.069937834 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 893 | |
| 0.073 | 11 | 0.7% |
| 0.318 | 5 | 0.3% |
| 0.112 | 5 | 0.3% |
| 0.075 | 4 | 0.2% |
| 0.012 | 4 | 0.2% |
| 0.031 | 4 | 0.2% |
| 0.039 | 4 | 0.2% |
| 0.094 | 4 | 0.2% |
| 0.051 | 4 | 0.2% |
| Other values (480) | 689 |
| Value | Count | Frequency (%) |
| 0 | 893 | |
| 0.004 | 1 | 0.1% |
| 0.005 | 1 | 0.1% |
| 0.006 | 3 | 0.2% |
| 0.007 | 1 | 0.1% |
| 0.008 | 2 | 0.1% |
| 0.009 | 1 | 0.1% |
| 0.01 | 1 | 0.1% |
| 0.011 | 1 | 0.1% |
| 0.012 | 4 | 0.2% |
| Value | Count | Frequency (%) |
| 0.999 | 1 | |
| 0.995 | 1 | |
| 0.992 | 1 | |
| 0.99 | 1 | |
| 0.987 | 1 | |
| 0.985 | 1 | |
| 0.983 | 1 | |
| 0.977 | 1 | |
| 0.976 | 1 | |
| 0.972 | 1 |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
Real number (ℝ)
| Distinct | 420 |
|---|---|
| Distinct (%) | 25.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9949086 |
| Minimum | 0.94591 |
|---|---|
| Maximum | 0.99958 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 90.0 KiB |
Quantile statistics
| Minimum | 0.94591 |
|---|---|
| 5-th percentile | 0.98739 |
| Q1 | 0.9943 |
| median | 0.99631 |
| Q3 | 0.99717 |
| 95-th percentile | 0.998897 |
| Maximum | 0.99958 |
| Range | 0.05367 |
| Interquartile range (IQR) | 0.00287 |
Descriptive statistics
| Standard deviation | 0.0043032754 |
|---|---|
| Coefficient of variation (CV) | 0.0043252972 |
| Kurtosis | 24.352519 |
| Mean | 0.9949086 |
| Median Absolute Deviation (MAD) | 0.00164 |
| Skewness | -3.7043357 |
| Sum | 1618.7163 |
| Variance | 1.8518179 × 10-5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.99452 | 29 | 1.8% |
| 0.99671 | 27 | 1.7% |
| 0.99499 | 26 | 1.6% |
| 0.99447 | 26 | 1.6% |
| 0.99639 | 24 | 1.5% |
| 0.99683 | 22 | 1.4% |
| 0.99686 | 22 | 1.4% |
| 0.99808 | 20 | 1.2% |
| 0.99661 | 20 | 1.2% |
| 0.99673 | 19 | 1.2% |
| Other values (410) | 1392 |
| Value | Count | Frequency (%) |
| 0.94591 | 1 | |
| 0.95195 | 1 | |
| 0.9661 | 1 | |
| 0.9669 | 1 | |
| 0.96806 | 1 | |
| 0.96902 | 1 | |
| 0.97066 | 1 | |
| 0.97132 | 1 | |
| 0.97155 | 1 | |
| 0.97166 | 1 |
| Value | Count | Frequency (%) |
| 0.99958 | 3 | |
| 0.99954 | 1 | 0.1% |
| 0.99945 | 3 | |
| 0.99944 | 4 | |
| 0.99943 | 1 | 0.1% |
| 0.99942 | 2 | 0.1% |
| 0.99939 | 6 | |
| 0.99938 | 5 | |
| 0.99937 | 2 | 0.1% |
| 0.99936 | 1 | 0.1% |
Attrition_Num
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.0 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1627 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1627 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1627 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1627 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1627 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1627 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1627 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1627 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1627 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1627 |
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Attrition_Num | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 708508758 | Attrited Customer | 62 | F | 0 | Graduate | Married | Less than $40K | Blue | 49 | 2 | 3 | 3 | 1438.3 | 0 | 1438.3 | 1.047 | 692 | 16 | 0.600 | 0.000 | 0.99616 | 1 |
| 39 | 708300483 | Attrited Customer | 66 | F | 0 | Doctorate | Married | Unknown | Blue | 56 | 5 | 4 | 3 | 7882.0 | 605 | 7277.0 | 1.052 | 704 | 16 | 0.143 | 0.077 | 0.99780 | 1 |
| 51 | 779471883 | Attrited Customer | 54 | F | 1 | Graduate | Married | Less than $40K | Blue | 40 | 2 | 3 | 1 | 1438.3 | 808 | 630.3 | 0.997 | 705 | 19 | 0.900 | 0.562 | 0.99028 | 1 |
| 54 | 714374133 | Attrited Customer | 56 | M | 2 | Graduate | Married | $120K + | Blue | 36 | 1 | 3 | 3 | 15769.0 | 0 | 15769.0 | 1.041 | 602 | 15 | 0.364 | 0.000 | 0.99671 | 1 |
| 61 | 712030833 | Attrited Customer | 48 | M | 2 | Graduate | Married | $60K - $80K | Silver | 35 | 2 | 4 | 4 | 34516.0 | 0 | 34516.0 | 0.763 | 691 | 15 | 0.500 | 0.000 | 0.99823 | 1 |
| 82 | 711013983 | Attrited Customer | 55 | F | 4 | Unknown | Married | $40K - $60K | Blue | 45 | 2 | 4 | 3 | 2158.0 | 0 | 2158.0 | 0.585 | 615 | 12 | 0.714 | 0.000 | 0.99763 | 1 |
| 99 | 711887583 | Attrited Customer | 47 | M | 2 | Unknown | Married | $80K - $120K | Blue | 37 | 2 | 3 | 3 | 5449.0 | 1628 | 3821.0 | 0.696 | 836 | 18 | 0.385 | 0.299 | 0.99700 | 1 |
| 127 | 720201033 | Attrited Customer | 53 | M | 2 | Graduate | Married | $80K - $120K | Blue | 41 | 3 | 3 | 2 | 11669.0 | 2227 | 9442.0 | 0.622 | 720 | 23 | 0.353 | 0.191 | 0.99447 | 1 |
| 140 | 789322833 | Attrited Customer | 48 | F | 5 | High School | Married | Less than $40K | Blue | 38 | 1 | 3 | 3 | 8025.0 | 0 | 8025.0 | 0.654 | 673 | 18 | 0.800 | 0.000 | 0.99672 | 1 |
| 144 | 767712558 | Attrited Customer | 59 | M | 1 | College | Single | $60K - $80K | Blue | 53 | 2 | 3 | 3 | 14979.0 | 0 | 14979.0 | 0.710 | 530 | 10 | 1.000 | 0.000 | 0.99639 | 1 |
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Attrition_Num | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10107 | 713924283 | Attrited Customer | 61 | M | 0 | Graduate | Single | $60K - $80K | Blue | 54 | 2 | 1 | 4 | 11859.0 | 1644 | 10215.0 | 0.866 | 8930 | 79 | 0.837 | 0.139 | 0.99268 | 1 |
| 10108 | 714471183 | Attrited Customer | 47 | M | 4 | Graduate | Divorced | $80K - $120K | Blue | 39 | 4 | 3 | 4 | 17504.0 | 476 | 17028.0 | 0.892 | 10468 | 66 | 0.737 | 0.027 | 0.99816 | 1 |
| 10112 | 708564858 | Attrited Customer | 33 | M | 2 | College | Married | $120K + | Gold | 20 | 2 | 1 | 4 | 34516.0 | 0 | 34516.0 | 1.004 | 9338 | 73 | 0.622 | 0.000 | 0.99438 | 1 |
| 10113 | 713733633 | Attrited Customer | 27 | M | 0 | High School | Divorced | $60K - $80K | Blue | 36 | 2 | 3 | 2 | 13303.0 | 2517 | 10786.0 | 0.929 | 10219 | 85 | 0.809 | 0.189 | 0.99338 | 1 |
| 10118 | 713755458 | Attrited Customer | 50 | M | 1 | Unknown | Unknown | $80K - $120K | Blue | 36 | 6 | 3 | 4 | 9959.0 | 952 | 9007.0 | 0.825 | 10310 | 63 | 1.100 | 0.096 | 0.99813 | 1 |
| 10119 | 716893683 | Attrited Customer | 55 | F | 3 | Uneducated | Single | Unknown | Blue | 47 | 4 | 3 | 3 | 14657.0 | 2517 | 12140.0 | 0.166 | 6009 | 53 | 0.514 | 0.172 | 0.99691 | 1 |
| 10123 | 710638233 | Attrited Customer | 41 | M | 2 | Unknown | Divorced | $40K - $60K | Blue | 25 | 4 | 2 | 3 | 4277.0 | 2186 | 2091.0 | 0.804 | 8764 | 69 | 0.683 | 0.511 | 0.99527 | 1 |
| 10124 | 716506083 | Attrited Customer | 44 | F | 1 | High School | Married | Less than $40K | Blue | 36 | 5 | 3 | 4 | 5409.0 | 0 | 5409.0 | 0.819 | 10291 | 60 | 0.818 | 0.000 | 0.99788 | 1 |
| 10125 | 717406983 | Attrited Customer | 30 | M | 2 | Graduate | Unknown | $40K - $60K | Blue | 36 | 4 | 3 | 3 | 5281.0 | 0 | 5281.0 | 0.535 | 8395 | 62 | 0.722 | 0.000 | 0.99671 | 1 |
| 10126 | 714337233 | Attrited Customer | 43 | F | 2 | Graduate | Married | Less than $40K | Silver | 25 | 6 | 2 | 4 | 10388.0 | 1961 | 8427.0 | 0.703 | 10294 | 61 | 0.649 | 0.189 | 0.99662 | 1 |